Organ Classification on MedMNIST+ Organ (test)
83.8Accuracy (A)SEPL (Ours)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SEPL (Ours)Backbone=ResNet-50, Noise Level=25% label flip, K-parameter=K=4 for S domain, K=7 for others2025.12 | 83.8 | 84 | 58.8 | 75.5 | |
| ERM++Backbone=ResNet-50, Noise Level=25% label flip2025.12 | 80.5 | 79.9 | 57.9 | 72.8 | |
| GroupDROBackbone=ResNet-50, Noise Level=25% label flip, Library=Domainbed2025.12 | 75.9 | 76.6 | 53.7 | 68.7 | |
| ERMBackbone=ResNet-50, Noise Level=25% label flip, Library=Domainbed2025.12 | 75.3 | 79.8 | 52.8 | 69.3 | |
| IRMBackbone=ResNet-50, Noise Level=25% label flip, Library=Domainbed2025.12 | 74.8 | 77.5 | 54.1 | 68.8 | |
| MixupBackbone=ResNet-50, Noise Level=25% label flip, Library=Domainbed2025.12 | 74.3 | 75.5 | 54.9 | 68.3 | |
| CORALBackbone=ResNet-50, Noise Level=25% label flip, Library=Domainbed2025.12 | 74.2 | 77 | 52.1 | 67.8 | |
| VRExBackbone=ResNet-50, Noise Level=25% label flip, Library=Domainbed2025.12 | 72.3 | 75.7 | 53.9 | 67.3 | |
| ADRMXBackbone=ResNet-50, Noise Level=25% label flip, Library=Domainbed2025.12 | 72.3 | 74.6 | 53 | 66.6 |